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Transient Fokker-Planck Equation solved with SPH
Canor, Thomas; Denoël, Vincent
2011In Proceedings of the 5th International Conference on Advanced Computational Methods in Engineering
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Keywords :
Fokker-Planck equation; Smoothed Particle Hydrodynamics; Stochastic analysis; Lagrangian method; Meshless method
Abstract :
[en] In many engineering matters, systems are submitted to random excitations. Probabilistic theories aim at describing the properties of a system by means of statistical properties such as probability density function (pdf). For a deterministic system randomly excited, the evolution of its pdf is commonly described with Fokker-Planck-Kolmogorov equation (FPK). The FPK equation is a conservation equation of a hypothetical fluid, which represents physically the transport of probability. To solve this equation, Smoothed Particle Hydrodynamics (SPH) are used: the system is modelled with a conservation equation for the system and a transport equation for each particle. Numerical implementation shows the superiority of this method over many other mesh-based methods: (i) the conservation of total probability in the state space is explicitly written, (ii) no specific boundary conditions must be imposed if an adaptive smoothing length is chosen and if particles are initially regularly spread out, (iii) the positivity of the pdf is ensured. Furthermore, thanks to the moving particles, this method is adapted for a large kind of initial conditions (quasi-deterministic or even discontinuous). The FPK equation can be solved without any a priori knowledge of the stationary distribution; just a precise representation of the initial distribution is required.
Disciplines :
Engineering, computing & technology: Multidisciplinary, general & others
Author, co-author :
Canor, Thomas ;  Université de Liège - ULiège > Département ArGEnCo > Analyse sous actions aléatoires en génie civil
Denoël, Vincent  ;  Université de Liège - ULiège > Département ArGEnCo > Analyse sous actions aléatoires en génie civil
Language :
English
Title :
Transient Fokker-Planck Equation solved with SPH
Publication date :
2011
Event name :
Fifth International Conference on Advanced Computational Methods in Engineering - ACOMEN 2011
Event organizer :
ULg - Université de Liège
Event place :
Liège, Belgium
Event date :
du 14 novembre 2011 au 17 novembre 2011
Audience :
International
Main work title :
Proceedings of the 5th International Conference on Advanced Computational Methods in Engineering
ISBN/EAN :
978-2-9601143-1-7
Peer reviewed :
Peer reviewed
Available on ORBi :
since 17 January 2012

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